Structured data

Structured data is machine-readable markup — Schema.org vocabulary in JSON-LD — that states explicitly what a page is about, who published it, and how its entities relate. It helps systems resolve facts they would otherwise have to infer from prose.

Structured data does not make a model cite you. It removes reasons not to.

Product, in JSON-LDschema.org

"@type": "Product",
"name": "Seolwha Daily Sun Fluid SPF50+",
"brand": { "@type": "Brand", "name": "Seolwha" },
"additionalProperty": [
  { "name": "SPF", "value": "50+" },
  { "name": "PA rating", "value": "PA++++" }
]
A sample. The same fact a product page states in prose, restated in a form a machine does not have to infer — which is the whole job of the markup.

The useful types for a consumer brand are narrow:

Type What it establishes When to use it
Organization Who you are, through sameAs links Once, for the brand
Product Real specification values On a product page that states them
Article A named author On editorial content
FAQPage Questions and answers Only where genuine ones appear on the page
BreadcrumbList Context Where the page sits in the site

Two rules matter more than coverage. First, never mark up content that is not visibly on the page — it violates the search engines’ own structured-data policies, whatever a syntax validator says. Second, use stable @id values so the same entity referenced from different pages resolves to one node rather than several near-duplicates.

The controlled study behind that, and where structured data ranks against the things that do move a citation, is in what ChatGPT searches before it names a brand.

Related: entity resolution.

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